Overview
Brought to you by YData
Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 986 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 442.4 KiB |
| Average record size in memory | 459.4 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 11 |
| Numeric | 10 |
ActivityLevel is highly overall correlated with HasCrCard and 1 other fields | High correlation |
Age is highly overall correlated with AgeBand | High correlation |
AgeBand is highly overall correlated with Age | High correlation |
Balance is highly overall correlated with BalancePerProduct and 4 other fields | High correlation |
BalancePerProduct is highly overall correlated with Balance and 4 other fields | High correlation |
BalanceToSalaryRatio is highly overall correlated with Balance and 3 other fields | High correlation |
CustomerRiskScore is highly overall correlated with IsActiveMember and 1 other fields | High correlation |
EstimatedSalary is highly overall correlated with HighValueCustomer and 2 other fields | High correlation |
HasCrCard is highly overall correlated with ActivityLevel | High correlation |
HasZeroBalance is highly overall correlated with Balance and 3 other fields | High correlation |
HighValueCustomer is highly overall correlated with Balance and 4 other fields | High correlation |
IsActiveMember is highly overall correlated with ActivityLevel and 1 other fields | High correlation |
IsSingleProduct is highly overall correlated with CustomerRiskScore and 2 other fields | High correlation |
LogBalance is highly overall correlated with Balance and 4 other fields | High correlation |
LogSalary is highly overall correlated with EstimatedSalary and 2 other fields | High correlation |
NumOfProducts is highly overall correlated with IsSingleProduct | High correlation |
SalaryPerProduct is highly overall correlated with EstimatedSalary and 2 other fields | High correlation |
Tenure is highly overall correlated with TenureBand | High correlation |
TenureBand is highly overall correlated with Tenure | High correlation |
CustomerID has unique values | Unique |
Balance has 475 (48.2%) zeros | Zeros |
BalancePerProduct has 475 (48.2%) zeros | Zeros |
BalanceToSalaryRatio has 475 (48.2%) zeros | Zeros |
CustomerRiskScore has 192 (19.5%) zeros | Zeros |
LogBalance has 475 (48.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-07 07:59:21.749979 |
|---|---|
| Analysis finished | 2025-08-07 07:59:48.934912 |
| Duration | 27.18 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
CustomerID
Text
Unique 
| Distinct | 986 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.7 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 986 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | CUST0001 |
|---|---|
| 2nd row | CUST0002 |
| 3rd row | CUST0003 |
| 4th row | CUST0004 |
| 5th row | CUST0005 |
| Value | Count | Frequency (%) |
| cust0011 | 1 | 0.1% |
| cust1000 | 1 | 0.1% |
| cust0001 | 1 | 0.1% |
| cust0002 | 1 | 0.1% |
| cust0003 | 1 | 0.1% |
| cust0004 | 1 | 0.1% |
| cust0005 | 1 | 0.1% |
| cust0006 | 1 | 0.1% |
| cust0007 | 1 | 0.1% |
| cust0008 | 1 | 0.1% |
| Other values (976) | 976 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1282 | |
| C | 986 | |
| U | 986 | |
| S | 986 | |
| T | 986 | |
| 1 | 298 | 3.8% |
| 9 | 297 | 3.8% |
| 5 | 296 | 3.8% |
| 7 | 296 | 3.8% |
| 4 | 296 | 3.8% |
| Other values (4) | 1179 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7888 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1282 | |
| C | 986 | |
| U | 986 | |
| S | 986 | |
| T | 986 | |
| 1 | 298 | 3.8% |
| 9 | 297 | 3.8% |
| 5 | 296 | 3.8% |
| 7 | 296 | 3.8% |
| 4 | 296 | 3.8% |
| Other values (4) | 1179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7888 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1282 | |
| C | 986 | |
| U | 986 | |
| S | 986 | |
| T | 986 | |
| 1 | 298 | 3.8% |
| 9 | 297 | 3.8% |
| 5 | 296 | 3.8% |
| 7 | 296 | 3.8% |
| 4 | 296 | 3.8% |
| Other values (4) | 1179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7888 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1282 | |
| C | 986 | |
| U | 986 | |
| S | 986 | |
| T | 986 | |
| 1 | 298 | 3.8% |
| 9 | 297 | 3.8% |
| 5 | 296 | 3.8% |
| 7 | 296 | 3.8% |
| 4 | 296 | 3.8% |
| Other values (4) | 1179 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.040568 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | male |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| female | 513 | |
| male | 473 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 513 | |
| male | 473 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 986 | |
| m | 986 | |
| l | 986 | |
| f | 513 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4970 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 986 | |
| m | 986 | |
| l | 986 | |
| f | 513 | 10.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4970 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 986 | |
| m | 986 | |
| l | 986 | |
| f | 513 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4970 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 986 | |
| m | 986 | |
| l | 986 | |
| f | 513 | 10.3% |
Age
Real number (ℝ)
High correlation 
| Distinct | 53 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.631846 |
| Minimum | 18 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 43 |
| Q3 | 56 |
| 95-th percentile | 68 |
| Maximum | 70 |
| Range | 52 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.342432 |
|---|---|
| Coefficient of variation (CV) | 0.3516338 |
| Kurtosis | -1.1719129 |
| Mean | 43.631846 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.041282039 |
| Sum | 43021 |
| Variance | 235.39021 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43 | 33 | 3.3% |
| 53 | 27 | 2.7% |
| 26 | 25 | 2.5% |
| 20 | 25 | 2.5% |
| 39 | 25 | 2.5% |
| 54 | 25 | 2.5% |
| 65 | 24 | 2.4% |
| 21 | 23 | 2.3% |
| 70 | 23 | 2.3% |
| 34 | 23 | 2.3% |
| Other values (43) | 733 |
| Value | Count | Frequency (%) |
| 18 | 17 | |
| 19 | 19 | |
| 20 | 25 | |
| 21 | 23 | |
| 22 | 17 | |
| 23 | 17 | |
| 24 | 20 | |
| 25 | 20 | |
| 26 | 25 | |
| 27 | 15 |
| Value | Count | Frequency (%) |
| 70 | 23 | |
| 69 | 21 | |
| 68 | 13 | |
| 67 | 13 | |
| 66 | 23 | |
| 65 | 24 | |
| 64 | 21 | |
| 63 | 17 | |
| 62 | 16 | |
| 61 | 11 |
Tenure
Real number (ℝ)
High correlation 
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5496957 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 3 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.0096402 |
|---|---|
| Coefficient of variation (CV) | 0.54230724 |
| Kurtosis | 0.64678699 |
| Mean | 5.5496957 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.38327724 |
| Sum | 5472 |
| Variance | 9.0579339 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 109 | |
| 6 | 107 | |
| 3 | 101 | |
| 2 | 97 | |
| 1 | 96 | |
| 4 | 96 | |
| 10 | 96 | |
| 7 | 94 | |
| 9 | 92 | |
| 5 | 91 | |
| Other values (2) | 7 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.3% |
| 1 | 96 | |
| 2 | 97 | |
| 3 | 101 | |
| 4 | 96 | |
| 5 | 91 | |
| 6 | 107 | |
| 7 | 94 | |
| 8 | 109 | |
| 9 | 92 |
| Value | Count | Frequency (%) |
| 20 | 4 | 0.4% |
| 10 | 96 | |
| 9 | 92 | |
| 8 | 109 | |
| 7 | 94 | |
| 6 | 107 | |
| 5 | 91 | |
| 4 | 96 | |
| 3 | 101 | |
| 2 | 97 |
Balance
Real number (ℝ)
High correlation  Zeros 
| Distinct | 506 |
|---|---|
| Distinct (%) | 51.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53176.171 |
| Minimum | 0 |
|---|---|
| Maximum | 276057.43 |
| Zeros | 475 |
| Zeros (%) | 48.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6236.655 |
| Q3 | 110346.18 |
| 95-th percentile | 183576.45 |
| Maximum | 276057.43 |
| Range | 276057.43 |
| Interquartile range (IQR) | 110346.18 |
Descriptive statistics
| Standard deviation | 66524.858 |
|---|---|
| Coefficient of variation (CV) | 1.2510276 |
| Kurtosis | -0.66922733 |
| Mean | 53176.171 |
| Median Absolute Deviation (MAD) | 6236.655 |
| Skewness | 0.86874478 |
| Sum | 52431705 |
| Variance | 4.4255567 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 6708 | 6 | 0.6% |
| 276057.425 | 2 | 0.2% |
| 1154.97 | 1 | 0.1% |
| 77109.94 | 1 | 0.1% |
| 48964.07 | 1 | 0.1% |
| 37264.98 | 1 | 0.1% |
| 155251.43 | 1 | 0.1% |
| 104646.02 | 1 | 0.1% |
| 193085.81 | 1 | 0.1% |
| Other values (496) | 496 |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 1154.97 | 1 | 0.1% |
| 2023.89 | 1 | 0.1% |
| 2031.79 | 1 | 0.1% |
| 2040.69 | 1 | 0.1% |
| 2280.61 | 1 | 0.1% |
| 2545.56 | 1 | 0.1% |
| 2715.18 | 1 | 0.1% |
| 3272.18 | 1 | 0.1% |
| 3312.49 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 276057.425 | 2 | |
| 199883.33 | 1 | |
| 199365.03 | 1 | |
| 198935.08 | 1 | |
| 198659.77 | 1 | |
| 198657.75 | 1 | |
| 198370.18 | 1 | |
| 198303.59 | 1 | |
| 198194.97 | 1 | |
| 198081.99 | 1 |
NumOfProducts
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.0 KiB |
| 1 | |
|---|---|
| 2 | |
| 4 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 250 | |
| 4 | 247 | |
| 3 | 233 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 250 | |
| 4 | 247 | |
| 3 | 233 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 250 | |
| 4 | 247 | |
| 3 | 233 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 250 | |
| 4 | 247 | |
| 3 | 233 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 250 | |
| 4 | 247 | |
| 3 | 233 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 250 | |
| 4 | 247 | |
| 3 | 233 |
HasCrCard
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 513 | |
| 0 | 473 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 513 | |
| 0 | 473 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 513 | |
| 0 | 473 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 513 | |
| 0 | 473 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 513 | |
| 0 | 473 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 513 | |
| 0 | 473 |
IsActiveMember
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 527 | |
| 1 | 459 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 527 | |
| 1 | 459 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 527 | |
| 1 | 459 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 527 | |
| 1 | 459 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 527 | |
| 1 | 459 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 527 | |
| 1 | 459 |
EstimatedSalary
Real number (ℝ)
High correlation 
| Distinct | 981 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83751.967 |
| Minimum | 20084.94 |
|---|---|
| Maximum | 149913.72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 20084.94 |
|---|---|
| 5-th percentile | 26568.095 |
| Q1 | 49849.145 |
| median | 83351 |
| Q3 | 115618.37 |
| 95-th percentile | 143691.02 |
| Maximum | 149913.72 |
| Range | 129828.78 |
| Interquartile range (IQR) | 65769.227 |
Descriptive statistics
| Standard deviation | 37861.321 |
|---|---|
| Coefficient of variation (CV) | 0.45206486 |
| Kurtosis | -1.2033725 |
| Mean | 83751.967 |
| Median Absolute Deviation (MAD) | 32519.19 |
| Skewness | 0.048659573 |
| Sum | 82579439 |
| Variance | 1.4334796 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83351 | 6 | 0.6% |
| 131792.25 | 1 | 0.1% |
| 47209.79 | 1 | 0.1% |
| 83027.9 | 1 | 0.1% |
| 68324.51 | 1 | 0.1% |
| 113323.18 | 1 | 0.1% |
| 99514.91 | 1 | 0.1% |
| 128315.34 | 1 | 0.1% |
| 47032.42 | 1 | 0.1% |
| 97727 | 1 | 0.1% |
| Other values (971) | 971 |
| Value | Count | Frequency (%) |
| 20084.94 | 1 | |
| 20203.46 | 1 | |
| 20269.95 | 1 | |
| 20302.04 | 1 | |
| 20304.12 | 1 | |
| 20829.28 | 1 | |
| 21213.11 | 1 | |
| 21277.58 | 1 | |
| 21311.78 | 1 | |
| 21336.98 | 1 |
| Value | Count | Frequency (%) |
| 149913.72 | 1 | |
| 149633.71 | 1 | |
| 149471.06 | 1 | |
| 149432.04 | 1 | |
| 149291.57 | 1 | |
| 149230.62 | 1 | |
| 148977.33 | 1 | |
| 148851.92 | 1 | |
| 148737.07 | 1 | |
| 148534.74 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 519 | |
| 1 | 467 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 519 | |
| 1 | 467 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 519 | |
| 1 | 467 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 519 | |
| 1 | 467 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 519 | |
| 1 | 467 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 519 | |
| 1 | 467 |
BalancePerProduct
Real number (ℝ)
High correlation  Zeros 
| Distinct | 510 |
|---|---|
| Distinct (%) | 51.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17266.209 |
| Minimum | 0 |
|---|---|
| Maximum | 99682.515 |
| Zeros | 475 |
| Zeros (%) | 48.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1652.913 |
| Q3 | 30996.896 |
| 95-th percentile | 66097.823 |
| Maximum | 99682.515 |
| Range | 99682.515 |
| Interquartile range (IQR) | 30996.896 |
Descriptive statistics
| Standard deviation | 23740.637 |
|---|---|
| Coefficient of variation (CV) | 1.3749768 |
| Kurtosis | 1.2880866 |
| Mean | 17266.209 |
| Median Absolute Deviation (MAD) | 1652.913 |
| Skewness | 1.4086447 |
| Sum | 17024482 |
| Variance | 5.6361783 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 1341.6 | 2 | 0.2% |
| 3354 | 2 | 0.2% |
| 51750.47667 | 1 | 0.1% |
| 20929.204 | 1 | 0.1% |
| 38617.162 | 1 | 0.1% |
| 11990.25 | 1 | 0.1% |
| 62623.23 | 1 | 0.1% |
| 12330.294 | 1 | 0.1% |
| 37727.806 | 1 | 0.1% |
| Other values (500) | 500 |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 505.9725 | 1 | 0.1% |
| 543.036 | 1 | 0.1% |
| 577.485 | 1 | 0.1% |
| 680.23 | 1 | 0.1% |
| 726.506 | 1 | 0.1% |
| 848.52 | 1 | 0.1% |
| 997.048 | 1 | 0.1% |
| 1015.895 | 1 | 0.1% |
| 1033.178 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 99682.515 | 1 | |
| 99328.875 | 1 | |
| 98473.12 | 1 | |
| 97760.88 | 1 | |
| 95604.535 | 1 | |
| 95307.02 | 1 | |
| 94756.35 | 1 | |
| 94468.77 | 1 | |
| 94074.625 | 1 | |
| 93861.33 | 1 |
AgeBand
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.4 KiB |
| 18-29 | |
|---|---|
| 60+ | |
| 30-39 | |
| 40-49 | |
| 50-59 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.6024341 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 50-59 |
|---|---|
| 2nd row | 18-29 |
| 3rd row | 40-49 |
| 4th row | 40-49 |
| 5th row | 60+ |
Common Values
| Value | Count | Frequency (%) |
| 18-29 | 229 | |
| 60+ | 196 | |
| 30-39 | 193 | |
| 40-49 | 186 | |
| 50-59 | 182 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 18-29 | 229 | |
| 60 | 196 | |
| 30-39 | 193 | |
| 40-49 | 186 | |
| 50-59 | 182 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 790 | |
| 9 | 790 | |
| 0 | 757 | |
| 3 | 386 | |
| 4 | 372 | |
| 5 | 364 | |
| 1 | 229 | 5.0% |
| 8 | 229 | 5.0% |
| 2 | 229 | 5.0% |
| 6 | 196 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4538 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 790 | |
| 9 | 790 | |
| 0 | 757 | |
| 3 | 386 | |
| 4 | 372 | |
| 5 | 364 | |
| 1 | 229 | 5.0% |
| 8 | 229 | 5.0% |
| 2 | 229 | 5.0% |
| 6 | 196 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4538 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 790 | |
| 9 | 790 | |
| 0 | 757 | |
| 3 | 386 | |
| 4 | 372 | |
| 5 | 364 | |
| 1 | 229 | 5.0% |
| 8 | 229 | 5.0% |
| 2 | 229 | 5.0% |
| 6 | 196 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4538 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 790 | |
| 9 | 790 | |
| 0 | 757 | |
| 3 | 386 | |
| 4 | 372 | |
| 5 | 364 | |
| 1 | 229 | 5.0% |
| 8 | 229 | 5.0% |
| 2 | 229 | 5.0% |
| 6 | 196 | 4.3% |
TenureBand
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.3 KiB |
| Long (6+ years) | |
|---|---|
| Medium (3-5 years) | |
| New (0-2 years) |
Length
| Max length | 18 |
|---|---|
| Median length | 15 |
| Mean length | 15.876268 |
| Min length | 15 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium (3-5 years) |
|---|---|
| 2nd row | Long (6+ years) |
| 3rd row | Long (6+ years) |
| 4th row | New (0-2 years) |
| 5th row | Medium (3-5 years) |
Common Values
| Value | Count | Frequency (%) |
| Long (6+ years) | 502 | |
| Medium (3-5 years) | 288 | |
| New (0-2 years) | 196 | 19.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| years | 986 | |
| long | 502 | |
| 6 | 502 | |
| medium | 288 | 9.7% |
| 3-5 | 288 | 9.7% |
| new | 196 | 6.6% |
| 0-2 | 196 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1972 | 12.6% | |
| e | 1470 | 9.4% |
| y | 986 | 6.3% |
| ( | 986 | 6.3% |
| r | 986 | 6.3% |
| a | 986 | 6.3% |
| ) | 986 | 6.3% |
| s | 986 | 6.3% |
| o | 502 | 3.2% |
| L | 502 | 3.2% |
| Other values (16) | 5292 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15654 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1972 | 12.6% | |
| e | 1470 | 9.4% |
| y | 986 | 6.3% |
| ( | 986 | 6.3% |
| r | 986 | 6.3% |
| a | 986 | 6.3% |
| ) | 986 | 6.3% |
| s | 986 | 6.3% |
| o | 502 | 3.2% |
| L | 502 | 3.2% |
| Other values (16) | 5292 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15654 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1972 | 12.6% | |
| e | 1470 | 9.4% |
| y | 986 | 6.3% |
| ( | 986 | 6.3% |
| r | 986 | 6.3% |
| a | 986 | 6.3% |
| ) | 986 | 6.3% |
| s | 986 | 6.3% |
| o | 502 | 3.2% |
| L | 502 | 3.2% |
| Other values (16) | 5292 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15654 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1972 | 12.6% | |
| e | 1470 | 9.4% |
| y | 986 | 6.3% |
| ( | 986 | 6.3% |
| r | 986 | 6.3% |
| a | 986 | 6.3% |
| ) | 986 | 6.3% |
| s | 986 | 6.3% |
| o | 502 | 3.2% |
| L | 502 | 3.2% |
| Other values (16) | 5292 |
ActivityLevel
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.6 KiB |
| Medium | |
|---|---|
| Low | |
| High |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 4.7809331 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Medium |
| 3rd row | Medium |
| 4th row | High |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| Medium | 508 | |
| Low | 246 | |
| High | 232 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 508 | |
| low | 246 | |
| high | 232 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 740 | |
| M | 508 | |
| e | 508 | |
| d | 508 | |
| u | 508 | |
| m | 508 | |
| L | 246 | 5.2% |
| o | 246 | 5.2% |
| w | 246 | 5.2% |
| H | 232 | 4.9% |
| Other values (2) | 464 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4714 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 740 | |
| M | 508 | |
| e | 508 | |
| d | 508 | |
| u | 508 | |
| m | 508 | |
| L | 246 | 5.2% |
| o | 246 | 5.2% |
| w | 246 | 5.2% |
| H | 232 | 4.9% |
| Other values (2) | 464 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4714 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 740 | |
| M | 508 | |
| e | 508 | |
| d | 508 | |
| u | 508 | |
| m | 508 | |
| L | 246 | 5.2% |
| o | 246 | 5.2% |
| w | 246 | 5.2% |
| H | 232 | 4.9% |
| Other values (2) | 464 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4714 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 740 | |
| M | 508 | |
| e | 508 | |
| d | 508 | |
| u | 508 | |
| m | 508 | |
| L | 246 | 5.2% |
| o | 246 | 5.2% |
| w | 246 | 5.2% |
| H | 232 | 4.9% |
| Other values (2) | 464 |
SalaryPerProduct
Real number (ℝ)
High correlation 
| Distinct | 983 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26939.269 |
| Minimum | 4040.692 |
|---|---|
| Maximum | 74956.86 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 4040.692 |
|---|---|
| 5-th percentile | 7276.154 |
| Q1 | 14507.909 |
| median | 24160.594 |
| Q3 | 35090.591 |
| 95-th percentile | 62362.548 |
| Maximum | 74956.86 |
| Range | 70916.168 |
| Interquartile range (IQR) | 20582.682 |
Descriptive statistics
| Standard deviation | 15883.263 |
|---|---|
| Coefficient of variation (CV) | 0.58959518 |
| Kurtosis | 0.70081538 |
| Mean | 26939.269 |
| Median Absolute Deviation (MAD) | 9899.6545 |
| Skewness | 1.0106971 |
| Sum | 26562119 |
| Variance | 2.5227805 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20837.75 | 2 | 0.2% |
| 27783.66667 | 2 | 0.2% |
| 16670.2 | 2 | 0.2% |
| 21619.75333 | 1 | 0.1% |
| 17081.1275 | 1 | 0.1% |
| 28330.795 | 1 | 0.1% |
| 15677.47333 | 1 | 0.1% |
| 25891.31667 | 1 | 0.1% |
| 8056.484 | 1 | 0.1% |
| 5466.702 | 1 | 0.1% |
| Other values (973) | 973 |
| Value | Count | Frequency (%) |
| 4040.692 | 1 | |
| 4053.99 | 1 | |
| 4242.622 | 1 | |
| 4267.396 | 1 | |
| 4366.076 | 1 | |
| 4408.094 | 1 | |
| 4412.148 | 1 | |
| 4440.64 | 1 | |
| 4474.048 | 1 | |
| 4764.256 | 1 |
| Value | Count | Frequency (%) |
| 74956.86 | 1 | |
| 74645.785 | 1 | |
| 74368.535 | 1 | |
| 74255.1 | 1 | |
| 73931.87 | 1 | |
| 73816.915 | 1 | |
| 73728.31 | 1 | |
| 73207.3 | 1 | |
| 73161.285 | 1 | |
| 73038.225 | 1 |
BalanceToSalaryRatio
Real number (ℝ)
High correlation  Zeros 
| Distinct | 512 |
|---|---|
| Distinct (%) | 51.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.82660573 |
| Minimum | 0 |
|---|---|
| Maximum | 8.3224601 |
| Zeros | 475 |
| Zeros (%) | 48.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.068741824 |
| Q3 | 1.22014 |
| 95-th percentile | 3.5634843 |
| Maximum | 8.3224601 |
| Range | 8.3224601 |
| Interquartile range (IQR) | 1.22014 |
Descriptive statistics
| Standard deviation | 1.3289704 |
|---|---|
| Coefficient of variation (CV) | 1.607744 |
| Kurtosis | 7.3054678 |
| Mean | 0.82660573 |
| Median Absolute Deviation (MAD) | 0.068741824 |
| Skewness | 2.4613891 |
| Sum | 815.03325 |
| Variance | 1.7661623 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 2.466040547 | 1 | 0.1% |
| 0.01160588292 | 1 | 0.1% |
| 0.5850826199 | 1 | 0.1% |
| 0.3815887361 | 1 | 0.1% |
| 0.792308533 | 1 | 0.1% |
| 1.588607462 | 1 | 0.1% |
| 0.8932453148 | 1 | 0.1% |
| 3.299678074 | 1 | 0.1% |
| 0.4267479618 | 1 | 0.1% |
| Other values (502) | 502 |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 0.01160588292 | 1 | 0.1% |
| 0.01465183672 | 1 | 0.1% |
| 0.01744979046 | 1 | 0.1% |
| 0.0228097564 | 1 | 0.1% |
| 0.02566716048 | 1 | 0.1% |
| 0.03428156289 | 1 | 0.1% |
| 0.0344949759 | 1 | 0.1% |
| 0.04020351231 | 1 | 0.1% |
| 0.04043359212 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8.322460056 | 1 | |
| 8.055724273 | 1 | |
| 7.728020107 | 1 | |
| 7.318843039 | 1 | |
| 7.276492497 | 1 | |
| 7.118953768 | 1 | |
| 7.081950616 | 1 | |
| 6.813856124 | 1 | |
| 6.798856367 | 1 | |
| 6.780365607 | 1 |
HighValueCustomer
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 433 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 433 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 433 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 433 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 433 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553 | |
| 1 | 433 |
CustomerRiskScore
Real number (ℝ)
High correlation  Zeros 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3362069 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 192 |
| Zeros (%) | 19.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.2 |
| median | 0.3 |
| Q3 | 0.5 |
| 95-th percentile | 0.7 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.22847411 |
|---|---|
| Coefficient of variation (CV) | 0.67956403 |
| Kurtosis | -0.63043842 |
| Mean | 0.3362069 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.15244348 |
| Sum | 331.5 |
| Variance | 0.05220042 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3 | 253 | |
| 0.5 | 219 | |
| 0 | 192 | |
| 0.2 | 138 | |
| 0.6 | 58 | 5.9% |
| 0.7 | 55 | 5.6% |
| 0.8 | 36 | 3.7% |
| 0.4 | 31 | 3.1% |
| 1 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 192 | |
| 0.2 | 138 | |
| 0.3 | 253 | |
| 0.4 | 31 | 3.1% |
| 0.5 | 219 | |
| 0.6 | 58 | 5.9% |
| 0.7 | 55 | 5.6% |
| 0.8 | 36 | 3.7% |
| 1 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 4 | 0.4% |
| 0.8 | 36 | 3.7% |
| 0.7 | 55 | 5.6% |
| 0.6 | 58 | 5.9% |
| 0.5 | 219 | |
| 0.4 | 31 | 3.1% |
| 0.3 | 253 | |
| 0.2 | 138 | |
| 0 | 192 |
HasZeroBalance
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 511 | |
| 1 | 475 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 511 | |
| 1 | 475 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 511 | |
| 1 | 475 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 511 | |
| 1 | 475 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 511 | |
| 1 | 475 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 511 | |
| 1 | 475 |
IsSingleProduct
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 256 | 26.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 256 | 26.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 256 | 26.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 256 | 26.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 256 | 26.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 256 | 26.0% |
LogBalance
Real number (ℝ)
High correlation  Zeros 
| Distinct | 506 |
|---|---|
| Distinct (%) | 51.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8205382 |
| Minimum | 0 |
|---|---|
| Maximum | 12.528368 |
| Zeros | 475 |
| Zeros (%) | 48.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 8.7354964 |
| Q3 | 11.611386 |
| 95-th percentile | 12.120391 |
| Maximum | 12.528368 |
| Range | 12.528368 |
| Interquartile range (IQR) | 11.611386 |
Descriptive statistics
| Standard deviation | 5.6592407 |
|---|---|
| Coefficient of variation (CV) | 0.97228822 |
| Kurtosis | -1.958021 |
| Mean | 5.8205382 |
| Median Absolute Deviation (MAD) | 3.447487 |
| Skewness | -0.030775534 |
| Sum | 5739.0506 |
| Variance | 32.027005 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 8.811205188 | 6 | 0.6% |
| 12.52836781 | 2 | 0.2% |
| 7.052695097 | 1 | 0.1% |
| 11.25300044 | 1 | 0.1% |
| 10.79886247 | 1 | 0.1% |
| 10.52583613 | 1 | 0.1% |
| 11.95280765 | 1 | 0.1% |
| 11.55834825 | 1 | 0.1% |
| 12.17089516 | 1 | 0.1% |
| Other values (496) | 496 |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 7.052695097 | 1 | 0.1% |
| 7.613270657 | 1 | 0.1% |
| 7.617164513 | 1 | 0.1% |
| 7.621533175 | 1 | 0.1% |
| 7.732636613 | 1 | 0.1% |
| 7.842498708 | 1 | 0.1% |
| 7.90698176 | 1 | 0.1% |
| 8.093517268 | 1 | 0.1% |
| 8.105757294 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 12.52836781 | 2 | |
| 12.20549413 | 1 | |
| 12.20289776 | 1 | |
| 12.20073885 | 1 | |
| 12.19935398 | 1 | |
| 12.19934381 | 1 | |
| 12.1978952 | 1 | |
| 12.19755946 | 1 | |
| 12.19701157 | 1 | |
| 12.19644136 | 1 |
LogSalary
Real number (ℝ)
High correlation 
| Distinct | 981 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.209045 |
| Minimum | 9.9077753 |
|---|---|
| Maximum | 11.917822 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 9.9077753 |
|---|---|
| 5-th percentile | 10.187504 |
| Q1 | 10.816776 |
| median | 11.330828 |
| Q3 | 11.658059 |
| 95-th percentile | 11.875428 |
| Maximum | 11.917822 |
| Range | 2.0100465 |
| Interquartile range (IQR) | 0.84128229 |
Descriptive statistics
| Standard deviation | 0.53724233 |
|---|---|
| Coefficient of variation (CV) | 0.047929358 |
| Kurtosis | -0.61620485 |
| Mean | 11.209045 |
| Median Absolute Deviation (MAD) | 0.38963206 |
| Skewness | -0.6394473 |
| Sum | 11052.118 |
| Variance | 0.28862932 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.33082788 | 6 | 0.6% |
| 11.78898969 | 1 | 0.1% |
| 10.76237775 | 1 | 0.1% |
| 11.32694402 | 1 | 0.1% |
| 11.13203848 | 1 | 0.1% |
| 11.63800784 | 1 | 0.1% |
| 11.50807281 | 1 | 0.1% |
| 11.7622539 | 1 | 0.1% |
| 10.75861369 | 1 | 0.1% |
| 11.48994339 | 1 | 0.1% |
| Other values (971) | 971 |
| Value | Count | Frequency (%) |
| 9.907775347 | 1 | |
| 9.913658651 | 1 | |
| 9.916944106 | 1 | |
| 9.918525908 | 1 | |
| 9.91862835 | 1 | |
| 9.944162976 | 1 | |
| 9.962421805 | 1 | |
| 9.965456212 | 1 | |
| 9.967062172 | 1 | |
| 9.968243862 | 1 |
| Value | Count | Frequency (%) |
| 11.91782188 | 1 | |
| 11.91595234 | 1 | |
| 11.91486476 | 1 | |
| 11.91460368 | 1 | |
| 11.91366322 | 1 | |
| 11.91325487 | 1 | |
| 11.91155614 | 1 | |
| 11.91071398 | 1 | |
| 11.90994212 | 1 | |
| 11.90858088 | 1 |
Interactions
Correlations
| ActivityLevel | Age | AgeBand | Balance | BalancePerProduct | BalanceToSalaryRatio | Churn | CustomerRiskScore | EstimatedSalary | Gender | HasCrCard | HasZeroBalance | HighValueCustomer | IsActiveMember | IsSingleProduct | LogBalance | LogSalary | NumOfProducts | SalaryPerProduct | Tenure | TenureBand | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ActivityLevel | 1.000 | 0.065 | 0.056 | 0.000 | 0.045 | 0.000 | 0.204 | 0.426 | 0.019 | 0.000 | 0.699 | 0.000 | 0.000 | 0.698 | 0.000 | 0.000 | 0.059 | 0.000 | 0.067 | 0.000 | 0.000 |
| Age | 0.065 | 1.000 | 0.953 | 0.004 | 0.007 | 0.008 | 0.026 | -0.303 | -0.005 | 0.000 | 0.099 | 0.000 | 0.000 | 0.051 | 0.036 | 0.004 | -0.005 | 0.069 | 0.011 | -0.022 | 0.033 |
| AgeBand | 0.056 | 0.953 | 1.000 | 0.021 | 0.000 | 0.066 | 0.000 | 0.325 | 0.067 | 0.000 | 0.093 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.069 | 0.025 | 0.043 | 0.025 | 0.000 |
| Balance | 0.000 | 0.004 | 0.021 | 1.000 | 0.979 | 0.967 | 0.167 | -0.017 | 0.029 | 0.000 | 0.000 | 0.859 | 0.649 | 0.000 | 0.000 | 1.000 | 0.029 | 0.000 | 0.032 | 0.004 | 0.016 |
| BalancePerProduct | 0.045 | 0.007 | 0.000 | 0.979 | 1.000 | 0.957 | 0.148 | 0.010 | 0.022 | 0.099 | 0.000 | 0.832 | 0.556 | 0.033 | 0.399 | 0.979 | 0.022 | 0.274 | 0.096 | 0.005 | 0.000 |
| BalanceToSalaryRatio | 0.000 | 0.008 | 0.066 | 0.967 | 0.957 | 1.000 | 0.112 | -0.021 | -0.125 | 0.063 | 0.022 | 0.688 | 0.438 | 0.000 | 0.093 | 0.967 | -0.125 | 0.040 | -0.091 | 0.010 | 0.020 |
| Churn | 0.204 | 0.026 | 0.000 | 0.167 | 0.148 | 0.112 | 1.000 | 0.277 | 0.123 | 0.000 | 0.050 | 0.141 | 0.167 | 0.349 | 0.184 | 0.159 | 0.093 | 0.188 | 0.087 | 0.243 | 0.258 |
| CustomerRiskScore | 0.426 | -0.303 | 0.325 | -0.017 | 0.010 | -0.021 | 0.277 | 1.000 | -0.024 | 0.000 | 0.022 | 0.032 | 0.000 | 0.817 | 0.698 | -0.017 | -0.024 | 0.400 | 0.153 | -0.351 | 0.491 |
| EstimatedSalary | 0.019 | -0.005 | 0.067 | 0.029 | 0.022 | -0.125 | 0.123 | -0.024 | 1.000 | 0.070 | 0.067 | 0.000 | 0.622 | 0.106 | 0.000 | 0.029 | 1.000 | 0.000 | 0.807 | 0.010 | 0.000 |
| Gender | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.063 | 0.000 | 0.000 | 0.070 | 1.000 | 0.000 | 0.012 | 0.000 | 0.015 | 0.029 | 0.057 | 0.084 | 0.000 | 0.080 | 0.037 | 0.041 |
| HasCrCard | 0.699 | 0.099 | 0.093 | 0.000 | 0.000 | 0.022 | 0.050 | 0.022 | 0.067 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.050 | 0.033 |
| HasZeroBalance | 0.000 | 0.000 | 0.000 | 0.859 | 0.832 | 0.688 | 0.141 | 0.032 | 0.000 | 0.012 | 0.000 | 1.000 | 0.371 | 0.040 | 0.000 | 0.998 | 0.000 | 0.029 | 0.000 | 0.059 | 0.000 |
| HighValueCustomer | 0.000 | 0.000 | 0.000 | 0.649 | 0.556 | 0.438 | 0.167 | 0.000 | 0.622 | 0.000 | 0.000 | 0.371 | 1.000 | 0.025 | 0.000 | 0.557 | 0.592 | 0.000 | 0.413 | 0.028 | 0.000 |
| IsActiveMember | 0.698 | 0.051 | 0.000 | 0.000 | 0.033 | 0.000 | 0.349 | 0.817 | 0.106 | 0.015 | 0.000 | 0.040 | 0.025 | 1.000 | 0.000 | 0.056 | 0.106 | 0.000 | 0.066 | 0.000 | 0.000 |
| IsSingleProduct | 0.000 | 0.036 | 0.044 | 0.000 | 0.399 | 0.093 | 0.184 | 0.698 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.023 | 0.026 | 0.999 | 0.564 | 0.000 | 0.000 |
| LogBalance | 0.000 | 0.004 | 0.000 | 1.000 | 0.979 | 0.967 | 0.159 | -0.017 | 0.029 | 0.057 | 0.000 | 0.998 | 0.557 | 0.056 | 0.023 | 1.000 | 0.029 | 0.027 | 0.032 | 0.004 | 0.000 |
| LogSalary | 0.059 | -0.005 | 0.069 | 0.029 | 0.022 | -0.125 | 0.093 | -0.024 | 1.000 | 0.084 | 0.000 | 0.000 | 0.592 | 0.106 | 0.026 | 0.029 | 1.000 | 0.000 | 0.807 | 0.010 | 0.000 |
| NumOfProducts | 0.000 | 0.069 | 0.025 | 0.000 | 0.274 | 0.040 | 0.188 | 0.400 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.999 | 0.027 | 0.000 | 1.000 | 0.381 | 0.000 | 0.029 |
| SalaryPerProduct | 0.067 | 0.011 | 0.043 | 0.032 | 0.096 | -0.091 | 0.087 | 0.153 | 0.807 | 0.080 | 0.008 | 0.000 | 0.413 | 0.066 | 0.564 | 0.032 | 0.807 | 0.381 | 1.000 | -0.001 | 0.000 |
| Tenure | 0.000 | -0.022 | 0.025 | 0.004 | 0.005 | 0.010 | 0.243 | -0.351 | 0.010 | 0.037 | 0.050 | 0.059 | 0.028 | 0.000 | 0.000 | 0.004 | 0.010 | 0.000 | -0.001 | 1.000 | 0.929 |
| TenureBand | 0.000 | 0.033 | 0.000 | 0.016 | 0.000 | 0.020 | 0.258 | 0.491 | 0.000 | 0.041 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.929 | 1.000 |
Missing values
Sample
| CustomerID | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Churn | BalancePerProduct | AgeBand | TenureBand | ActivityLevel | SalaryPerProduct | BalanceToSalaryRatio | HighValueCustomer | CustomerRiskScore | HasZeroBalance | IsSingleProduct | LogBalance | LogSalary | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CUST0001 | male | 56 | 4 | 0.00 | 4 | 0 | 0 | 40282.42 | 1 | 0.000000 | 50-59 | Medium (3-5 years) | Low | 8056.484000 | 0.000000 | 0 | 0.3 | 1 | 0 | 0.000000 | 10.603695 |
| 1 | CUST0002 | female | 28 | 8 | 67408.01 | 4 | 0 | 1 | 27333.51 | 0 | 13481.602000 | 18-29 | Long (6+ years) | Medium | 5466.702000 | 2.466041 | 0 | 0.2 | 0 | 0 | 11.118534 | 10.215905 |
| 2 | CUST0003 | female | 47 | 6 | 1154.97 | 1 | 0 | 1 | 99514.91 | 1 | 577.485000 | 40-49 | Long (6+ years) | Medium | 49757.455000 | 0.011606 | 0 | 0.2 | 0 | 1 | 7.052695 | 11.508073 |
| 3 | CUST0004 | male | 42 | 1 | 0.00 | 2 | 1 | 1 | 146588.22 | 0 | 0.000000 | 40-49 | New (0-2 years) | High | 48862.740000 | 0.000000 | 1 | 0.3 | 1 | 0 | 0.000000 | 11.895390 |
| 4 | CUST0005 | male | 64 | 3 | 77109.94 | 4 | 0 | 0 | 131792.25 | 0 | 15421.988000 | 60+ | Medium (3-5 years) | Low | 26358.450000 | 0.585083 | 1 | 0.3 | 0 | 0 | 11.253000 | 11.788990 |
| 5 | CUST0006 | male | 26 | 7 | 0.00 | 4 | 1 | 1 | 70104.15 | 1 | 0.000000 | 18-29 | Long (6+ years) | High | 14020.830000 | 0.000000 | 0 | 0.2 | 1 | 0 | 0.000000 | 11.157752 |
| 6 | CUST0007 | male | 19 | 4 | 48964.07 | 3 | 1 | 0 | 128315.34 | 1 | 12241.017500 | 18-29 | Medium (3-5 years) | Medium | 32078.835000 | 0.381589 | 1 | 0.5 | 0 | 0 | 10.798862 | 11.762254 |
| 7 | CUST0008 | male | 34 | 4 | 37264.98 | 2 | 1 | 1 | 47032.42 | 0 | 12421.660000 | 30-39 | Medium (3-5 years) | High | 15677.473333 | 0.792309 | 0 | 0.2 | 0 | 0 | 10.525836 | 10.758614 |
| 8 | CUST0009 | female | 46 | 2 | 155251.43 | 2 | 1 | 1 | 97727.00 | 0 | 51750.476667 | 40-49 | New (0-2 years) | High | 32575.666667 | 1.588607 | 1 | 0.3 | 0 | 0 | 11.952808 | 11.489943 |
| 9 | CUST0010 | male | 25 | 7 | 104646.02 | 4 | 0 | 1 | 117151.61 | 0 | 20929.204000 | 18-29 | Long (6+ years) | Medium | 23430.322000 | 0.893245 | 1 | 0.2 | 0 | 0 | 11.558348 | 11.671233 |
| CustomerID | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Churn | BalancePerProduct | AgeBand | TenureBand | ActivityLevel | SalaryPerProduct | BalanceToSalaryRatio | HighValueCustomer | CustomerRiskScore | HasZeroBalance | IsSingleProduct | LogBalance | LogSalary | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 976 | CUST0991 | female | 53 | 7 | 84880.73 | 3 | 1 | 1 | 73876.43 | 0 | 21220.182500 | 50-59 | Long (6+ years) | High | 18469.107500 | 1.148940 | 0 | 0.0 | 0 | 0 | 11.349014 | 11.210163 |
| 977 | CUST0992 | male | 47 | 8 | 21938.69 | 3 | 1 | 0 | 124749.31 | 0 | 5484.672500 | 40-49 | Long (6+ years) | Medium | 31187.327500 | 0.175861 | 1 | 0.3 | 0 | 0 | 9.996053 | 11.734069 |
| 978 | CUST0993 | female | 24 | 6 | 83412.17 | 1 | 1 | 0 | 149913.72 | 1 | 41706.085000 | 18-29 | Long (6+ years) | Medium | 74956.860000 | 0.556397 | 1 | 0.7 | 0 | 1 | 11.331561 | 11.917822 |
| 979 | CUST0994 | female | 24 | 7 | 155398.59 | 4 | 1 | 1 | 144152.98 | 0 | 31079.718000 | 18-29 | Long (6+ years) | High | 28830.596000 | 1.078004 | 1 | 0.2 | 0 | 0 | 11.953755 | 11.878637 |
| 980 | CUST0995 | male | 30 | 7 | 0.00 | 4 | 1 | 0 | 90407.60 | 1 | 0.000000 | 30-39 | Long (6+ years) | Medium | 18081.520000 | 0.000000 | 0 | 0.5 | 1 | 0 | 0.000000 | 11.412095 |
| 981 | CUST0996 | female | 67 | 8 | 101240.17 | 2 | 1 | 0 | 63987.82 | 0 | 33746.723333 | 60+ | Long (6+ years) | Medium | 21329.273333 | 1.582154 | 0 | 0.3 | 0 | 0 | 11.525261 | 11.066464 |
| 982 | CUST0997 | female | 65 | 9 | 0.00 | 1 | 0 | 0 | 145822.39 | 1 | 0.000000 | 60+ | Long (6+ years) | Low | 72911.195000 | 0.000000 | 1 | 0.5 | 1 | 1 | 0.000000 | 11.890152 |
| 983 | CUST0998 | male | 22 | 9 | 0.00 | 3 | 0 | 1 | 86086.21 | 0 | 0.000000 | 18-29 | Long (6+ years) | Medium | 21521.552500 | 0.000000 | 0 | 0.2 | 1 | 0 | 0.000000 | 11.363116 |
| 984 | CUST0999 | male | 56 | 5 | 166805.14 | 2 | 1 | 0 | 114544.90 | 0 | 55601.713333 | 50-59 | Medium (3-5 years) | Medium | 38181.633333 | 1.456230 | 1 | 0.3 | 0 | 0 | 12.024588 | 11.648731 |
| 985 | CUST1000 | female | 34 | 10 | 89147.25 | 2 | 0 | 1 | 77673.95 | 0 | 29715.750000 | 30-39 | Long (6+ years) | Medium | 25891.316667 | 1.147696 | 0 | 0.2 | 0 | 0 | 11.398056 | 11.260288 |